from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.921 | 0.009 | 0.0 | 0.017 | -1 | 1 | 0.663 | 2.034 | 0.029 | 8.319 | 0.119 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.921 | 0.009 | 0.0 | 0.017 | -1 | 1 | 0.663 | 0.025 | 0.003 | 684.480 | 82.876 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.313 | 0.010 | 0.0 | 0.313 | -1 | 1 | 1.000 | 2.034 | 0.029 | 0.154 | 0.005 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.313 | 0.010 | 0.0 | 0.313 | -1 | 1 | 1.000 | 0.025 | 0.003 | 12.654 | 1.585 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.837 | 0.026 | 0.0 | 0.017 | -1 | 5 | 0.757 | 3.096 | 0.075 | 5.437 | 0.131 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.837 | 0.026 | 0.0 | 0.017 | -1 | 5 | 0.757 | 0.026 | 0.002 | 656.125 | 58.761 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.316 | 0.010 | 0.0 | 0.316 | -1 | 5 | 1.000 | 3.096 | 0.075 | 0.102 | 0.004 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.316 | 0.010 | 0.0 | 0.316 | -1 | 5 | 1.000 | 0.026 | 0.002 | 12.304 | 1.169 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.420 | 0.030 | 0.0 | 0.017 | 1 | 100 | 0.882 | 2.072 | 0.008 | 8.407 | 0.034 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.420 | 0.030 | 0.0 | 0.017 | 1 | 100 | 0.882 | 0.023 | 0.003 | 745.202 | 92.908 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.307 | 0.006 | 0.0 | 0.307 | 1 | 100 | 1.000 | 2.072 | 0.008 | 0.148 | 0.003 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.307 | 0.006 | 0.0 | 0.307 | 1 | 100 | 1.000 | 0.023 | 0.003 | 13.135 | 1.655 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.848 | 0.064 | 0.0 | 0.017 | -1 | 100 | 0.882 | 3.109 | 0.085 | 5.420 | 0.150 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.848 | 0.064 | 0.0 | 0.017 | -1 | 100 | 0.882 | 0.027 | 0.002 | 625.782 | 51.593 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.309 | 0.006 | 0.0 | 0.309 | -1 | 100 | 1.000 | 3.109 | 0.085 | 0.099 | 0.003 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.309 | 0.006 | 0.0 | 0.309 | -1 | 100 | 1.000 | 0.027 | 0.002 | 11.484 | 0.974 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.102 | 0.157 | 0.0 | 0.017 | 1 | 5 | 0.757 | 2.069 | 0.009 | 8.267 | 0.084 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.102 | 0.157 | 0.0 | 0.017 | 1 | 5 | 0.757 | 0.022 | 0.000 | 766.058 | 18.035 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.308 | 0.005 | 0.0 | 0.308 | 1 | 5 | 1.000 | 2.069 | 0.009 | 0.149 | 0.003 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.308 | 0.005 | 0.0 | 0.308 | 1 | 5 | 1.000 | 0.022 | 0.000 | 13.794 | 0.387 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.388 | 0.176 | 0.0 | 0.017 | 1 | 1 | 0.663 | 1.193 | 0.005 | 14.572 | 0.159 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.388 | 0.176 | 0.0 | 0.017 | 1 | 1 | 0.663 | 0.021 | 0.000 | 841.854 | 16.128 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.310 | 0.004 | 0.0 | 0.310 | 1 | 1 | 1.000 | 1.193 | 0.005 | 0.260 | 0.003 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.310 | 0.004 | 0.0 | 0.310 | 1 | 1 | 1.000 | 0.021 | 0.000 | 15.014 | 0.310 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.737 | 0.018 | 0.0 | 0.004 | -1 | 1 | 0.896 | 1.920 | 0.036 | 1.947 | 0.038 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.737 | 0.018 | 0.0 | 0.004 | -1 | 1 | 0.896 | 0.009 | 0.002 | 419.097 | 109.688 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.004 | 0.0 | 0.241 | -1 | 1 | 1.000 | 1.920 | 0.036 | 0.126 | 0.003 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.004 | 0.0 | 0.241 | -1 | 1 | 1.000 | 0.009 | 0.002 | 27.068 | 7.095 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.695 | 0.008 | 0.0 | 0.004 | -1 | 5 | 0.922 | 3.075 | 0.051 | 1.202 | 0.020 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.695 | 0.008 | 0.0 | 0.004 | -1 | 5 | 0.922 | 0.010 | 0.002 | 382.730 | 77.015 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.004 | 0.0 | 0.240 | -1 | 5 | 1.000 | 3.075 | 0.051 | 0.078 | 0.002 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.004 | 0.0 | 0.240 | -1 | 5 | 1.000 | 0.010 | 0.002 | 24.886 | 5.027 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.748 | 0.007 | 0.0 | 0.004 | 1 | 100 | 0.929 | 1.992 | 0.006 | 1.882 | 0.007 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.748 | 0.007 | 0.0 | 0.004 | 1 | 100 | 0.929 | 0.003 | 0.000 | 1263.004 | 103.334 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.004 | 0.0 | 0.241 | 1 | 100 | 1.000 | 1.992 | 0.006 | 0.121 | 0.002 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.004 | 0.0 | 0.241 | 1 | 100 | 1.000 | 0.003 | 0.000 | 81.043 | 6.790 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.750 | 0.010 | 0.0 | 0.004 | -1 | 100 | 0.929 | 3.012 | 0.047 | 1.245 | 0.020 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.750 | 0.010 | 0.0 | 0.004 | -1 | 100 | 0.929 | 0.010 | 0.003 | 357.668 | 91.766 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.005 | 0.0 | 0.240 | -1 | 100 | 1.000 | 3.012 | 0.047 | 0.080 | 0.002 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.005 | 0.0 | 0.240 | -1 | 100 | 1.000 | 0.010 | 0.003 | 22.851 | 5.881 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.622 | 0.008 | 0.0 | 0.004 | 1 | 5 | 0.922 | 1.983 | 0.005 | 1.827 | 0.006 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.622 | 0.008 | 0.0 | 0.004 | 1 | 5 | 0.922 | 0.003 | 0.000 | 1231.886 | 139.557 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.003 | 0.0 | 0.239 | 1 | 5 | 1.000 | 1.983 | 0.005 | 0.120 | 0.002 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.239 | 0.003 | 0.0 | 0.239 | 1 | 5 | 1.000 | 0.003 | 0.000 | 81.172 | 9.255 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.767 | 0.050 | 0.0 | 0.004 | 1 | 1 | 0.896 | 1.097 | 0.006 | 3.435 | 0.049 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.767 | 0.050 | 0.0 | 0.004 | 1 | 1 | 0.896 | 0.002 | 0.000 | 2112.310 | 271.172 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.237 | 0.005 | 0.0 | 0.237 | 1 | 1 | 1.000 | 1.097 | 0.006 | 0.217 | 0.004 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.237 | 0.005 | 0.0 | 0.237 | 1 | 1 | 1.000 | 0.002 | 0.000 | 133.171 | 17.195 | See | See |
KNeighborsClassifier_kd_tree¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 120.914 | 0.000 | 0.0 | 0.121 | -1 | 1 | 0.929 | 0.536 | 0.005 | 225.740 | 2.133 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 120.914 | 0.000 | 0.0 | 0.121 | -1 | 1 | 0.929 | 0.003 | 0.001 | 41242.490 | 8832.226 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.627 | 0.185 | 0.0 | 2.627 | -1 | 1 | 1.000 | 0.536 | 0.005 | 4.905 | 0.349 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.627 | 0.185 | 0.0 | 2.627 | -1 | 1 | 1.000 | 0.003 | 0.001 | 896.055 | 202.048 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 122.302 | 0.000 | 0.0 | 0.122 | -1 | 5 | 0.946 | 0.994 | 0.010 | 123.053 | 1.259 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 122.302 | 0.000 | 0.0 | 0.122 | -1 | 5 | 0.946 | 0.004 | 0.001 | 27751.805 | 4433.762 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.575 | 0.079 | 0.0 | 2.575 | -1 | 5 | 1.000 | 0.994 | 0.010 | 2.590 | 0.084 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.575 | 0.079 | 0.0 | 2.575 | -1 | 5 | 1.000 | 0.004 | 0.001 | 584.189 | 95.055 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 132.262 | 0.000 | 0.0 | 0.132 | 1 | 100 | 0.951 | 5.847 | 0.017 | 22.622 | 0.067 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 132.262 | 0.000 | 0.0 | 0.132 | 1 | 100 | 0.951 | 0.005 | 0.000 | 25410.793 | 1132.827 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.583 | 0.064 | 0.0 | 2.583 | 1 | 100 | 1.000 | 5.847 | 0.017 | 0.442 | 0.011 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.583 | 0.064 | 0.0 | 2.583 | 1 | 100 | 1.000 | 0.005 | 0.000 | 496.165 | 25.281 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 127.521 | 0.000 | 0.0 | 0.128 | -1 | 100 | 0.951 | 3.415 | 0.032 | 37.341 | 0.354 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 127.521 | 0.000 | 0.0 | 0.128 | -1 | 100 | 0.951 | 0.006 | 0.001 | 19747.616 | 2521.160 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.596 | 0.090 | 0.0 | 2.596 | -1 | 100 | 1.000 | 3.415 | 0.032 | 0.760 | 0.027 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.596 | 0.090 | 0.0 | 2.596 | -1 | 100 | 1.000 | 0.006 | 0.001 | 402.051 | 53.181 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 128.932 | 0.000 | 0.0 | 0.129 | 1 | 5 | 0.946 | 1.764 | 0.013 | 73.095 | 0.524 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 128.932 | 0.000 | 0.0 | 0.129 | 1 | 5 | 0.946 | 0.002 | 0.000 | 71966.817 | 18231.637 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.581 | 0.083 | 0.0 | 2.581 | 1 | 5 | 1.000 | 1.764 | 0.013 | 1.463 | 0.048 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.581 | 0.083 | 0.0 | 2.581 | 1 | 5 | 1.000 | 0.002 | 0.000 | 1440.799 | 367.963 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 132.215 | 0.000 | 0.0 | 0.132 | 1 | 1 | 0.929 | 0.923 | 0.010 | 143.189 | 1.548 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 132.215 | 0.000 | 0.0 | 0.132 | 1 | 1 | 0.929 | 0.001 | 0.000 | 126412.575 | 36831.359 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.591 | 0.072 | 0.0 | 2.591 | 1 | 1 | 1.000 | 0.923 | 0.010 | 2.806 | 0.084 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.591 | 0.072 | 0.0 | 2.591 | 1 | 1 | 1.000 | 0.001 | 0.000 | 2476.822 | 724.960 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.039 | 0.000 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.023 | 0.001 | 1.683 | 0.054 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.039 | 0.000 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.002 | 0.000 | 15.947 | 1.844 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.023 | 0.001 | 0.227 | 0.009 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.002 | 0.000 | 2.150 | 0.253 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.039 | 0.000 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.024 | 0.001 | 1.603 | 0.042 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.039 | 0.000 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.002 | 0.000 | 16.694 | 3.471 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.024 | 0.001 | 0.217 | 0.008 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.002 | 0.000 | 2.261 | 0.475 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.061 | 0.000 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.034 | 0.000 | 1.788 | 0.008 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.061 | 0.000 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.001 | 0.000 | 98.915 | 26.755 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.034 | 0.000 | 0.154 | 0.006 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.001 | 0.000 | 8.504 | 2.322 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.061 | 0.000 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.037 | 0.002 | 1.645 | 0.110 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.061 | 0.000 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.002 | 0.000 | 25.944 | 5.112 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.037 | 0.002 | 0.142 | 0.010 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.002 | 0.000 | 2.233 | 0.445 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.040 | 0.000 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.021 | 0.000 | 1.885 | 0.022 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.040 | 0.000 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.001 | 0.000 | 64.749 | 21.135 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.021 | 0.000 | 0.255 | 0.009 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.001 | 0.000 | 8.744 | 2.868 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.039 | 0.000 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.020 | 0.000 | 1.984 | 0.017 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.039 | 0.000 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.001 | 0.000 | 64.783 | 18.967 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.020 | 0.000 | 0.268 | 0.008 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.001 | 0.000 | 8.739 | 2.571 | See | See |
HistGradientBoostingClassifier_best¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | n_iter | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 0.476 | 0.017 | 300 | 0.002 | 0.000 | 0.824 | 0.114 | 0.003 | 4.177 | 0.187 | See | See |
| 1 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 0.476 | 0.017 | 300 | 0.002 | 0.000 | 0.824 | 0.019 | 0.003 | 25.612 | 3.735 | See | See |
| 2 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 0.393 | 0.011 | 300 | 0.000 | 0.393 | 1.000 | 0.114 | 0.003 | 3.450 | 0.135 | See | See |
| 3 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 0.393 | 0.011 | 300 | 0.000 | 0.393 | 1.000 | 0.019 | 0.003 | 21.155 | 3.051 | See | See |